{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Temporal Convolutional Network\n",
    "In this notebook, we show an example of how TCNs can be used with darts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "from darts import TimeSeries, concatenate\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "from darts.datasets import AirPassengersDataset, EnergyDataset, SunspotsDataset\n",
    "from darts.models import TCNModel\n",
    "from darts.utils.callbacks import TFMProgressBar\n",
    "from darts.utils.missing_values import fill_missing_values\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)\n",
    "\n",
    "\n",
    "def generate_torch_kwargs():\n",
    "    # run torch models on CPU, and disable progress bars for all model stages except training.\n",
    "    return {\n",
    "        \"pl_trainer_kwargs\": {\n",
    "            \"accelerator\": \"cpu\",\n",
    "            \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n",
    "        }\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Air passengers dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read data:\n",
    "ts = AirPassengersDataset().load()\n",
    "\n",
    "# Create training and validation sets:\n",
    "train, val = ts.split_after(pd.Timestamp(\"19580801\"))\n",
    "\n",
    "scaler = Scaler()\n",
    "\n",
    "train_scaled = scaler.fit_transform(train)\n",
    "val_scaled = scaler.transform(val)\n",
    "ts_scaled = scaler.transform(ts)\n",
    "\n",
    "# We'll use the month as a covariate (scaling not required as one-hot-encoded)\n",
    "month_series = datetime_attribute_timeseries(ts, attribute=\"month\", one_hot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following cell, we will build a `TCNModel`. Later, when we train it, the model will initiate its internal input width to 2, as we have one dimension for the time series and another dimension for the covariate month time series (this will be transparent to us, though).\n",
    "Additionally, since we later want to simulate a historic forecast 6 months into the future, we have to make sure the `output_chunk_length` parameter of our `TCNModel` instance has a value of at least 6. \n",
    "\n",
    "If we don't specify the `num_layers` parameter, it will be chosen automatically to be the minimum number to ensure full history coverage for every entry in the output, i.e. every output will be dependent on the whole input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"TCN_air\"\n",
    "model_air = TCNModel(\n",
    "    input_chunk_length=13,\n",
    "    output_chunk_length=12,\n",
    "    n_epochs=500,\n",
    "    dropout=0.1,\n",
    "    dilation_base=2,\n",
    "    weight_norm=True,\n",
    "    kernel_size=5,\n",
    "    num_filters=3,\n",
    "    random_state=0,\n",
    "    save_checkpoints=True,\n",
    "    model_name=model_name,\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d6437936497b4502907b33297f613b78",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TCNModel(kernel_size=5, num_filters=3, num_layers=None, dilation_base=2, weight_norm=True, dropout=0.1, input_chunk_length=13, output_chunk_length=12, n_epochs=500, random_state=0, save_checkpoints=True, model_name=TCN_air, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2b00e2a40>]})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_air.fit(\n",
    "    series=train_scaled,\n",
    "    past_covariates=month_series,\n",
    "    val_series=val_scaled,\n",
    "    val_past_covariates=month_series,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll load the model from the checkpoint that performed best on the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_air = TCNModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what we get for a 6-months prediction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2bbadef60c374bb9898b8ed0fccc12f9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/23 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest = model_air.historical_forecasts(\n",
    "    series=ts_scaled,\n",
    "    past_covariates=month_series,\n",
    "    start=val_scaled.start_time(),\n",
    "    forecast_horizon=6,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_scaled.plot(label=\"actual\")\n",
    "backtest.plot(label=\"backtest (H=6)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Monthly sunspots\n",
    "Let's try using the `TCNModel` on a more complex and much bigger dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "series_sunspot = SunspotsDataset().load()\n",
    "\n",
    "train, val = series_sunspot.split_after(pd.Timestamp(\"19401001\"))\n",
    "\n",
    "scaler = Scaler()\n",
    "\n",
    "train_sp_transformed = scaler.fit_transform(train)\n",
    "val_sp_transformed = scaler.transform(val)\n",
    "series_sp_transformed = scaler.transform(series_sunspot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"TCN_sun\"\n",
    "model_sun = TCNModel(\n",
    "    input_chunk_length=250,\n",
    "    output_chunk_length=36,\n",
    "    n_epochs=100,\n",
    "    dropout=0,\n",
    "    dilation_base=2,\n",
    "    weight_norm=True,\n",
    "    kernel_size=3,\n",
    "    num_filters=6,\n",
    "    nr_epochs_val_period=1,\n",
    "    random_state=0,\n",
    "    save_checkpoints=True,\n",
    "    model_name=model_name,\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "530ac0d45d6a44e68cda6d630529a4d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TCNModel(kernel_size=3, num_filters=6, num_layers=None, dilation_base=2, weight_norm=True, dropout=0, input_chunk_length=250, output_chunk_length=36, n_epochs=100, nr_epochs_val_period=1, random_state=0, save_checkpoints=True, model_name=TCN_sun, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x176bcc790>]})"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_sun.fit(train_sp_transformed, val_series=val_sp_transformed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_sun = TCNModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2d07fcfc6a4847778c98e70283f366e9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/43 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_sp = model_sun.historical_forecasts(\n",
    "    series_sp_transformed,\n",
    "    start=val_sp_transformed.start_time(),\n",
    "    forecast_horizon=12,\n",
    "    stride=12,\n",
    "    last_points_only=False,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "backtest_sp = concatenate(backtest_sp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x288b5d720>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "val_sp_transformed.plot(label=\"actual\")\n",
    "backtest_sp.plot(label=\"backtest (H=12)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3 = EnergyDataset().load().to_dataframe()\n",
    "df3_day_avg = (\n",
    "    df3.groupby(df3.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    ")\n",
    "series_en = fill_missing_values(\n",
    "    TimeSeries.from_dataframe(\n",
    "        df3_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n",
    "    ),\n",
    "    \"auto\",\n",
    ")\n",
    "\n",
    "# create train and test splits\n",
    "train_en, val_en = series_en.split_after(pd.Timestamp(\"20170901\"))\n",
    "\n",
    "# scale the data\n",
    "scaler_en = Scaler()\n",
    "train_en_transformed = scaler_en.fit_transform(train_en)\n",
    "val_en_transformed = scaler_en.transform(val_en)\n",
    "series_en_transformed = scaler_en.transform(series_en)\n",
    "\n",
    "# add the day as a covariate (scaling not required as one-hot-encoded)\n",
    "day_series = datetime_attribute_timeseries(\n",
    "    series_en_transformed, attribute=\"day\", one_hot=True\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "train_en_transformed.plot(label=\"train\")\n",
    "val_en_transformed.plot(label=\"validation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"TCN_energy\"\n",
    "model_en = TCNModel(\n",
    "    input_chunk_length=365,\n",
    "    output_chunk_length=7,\n",
    "    n_epochs=50,\n",
    "    dropout=0.2,\n",
    "    dilation_base=2,\n",
    "    weight_norm=True,\n",
    "    kernel_size=5,\n",
    "    num_filters=8,\n",
    "    nr_epochs_val_period=1,\n",
    "    random_state=0,\n",
    "    save_checkpoints=True,\n",
    "    model_name=model_name,\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d8e72d58883f4400a1ef256fd74c2442",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TCNModel(kernel_size=5, num_filters=8, num_layers=None, dilation_base=2, weight_norm=True, dropout=0.2, input_chunk_length=365, output_chunk_length=7, n_epochs=50, nr_epochs_val_period=1, random_state=0, save_checkpoints=True, model_name=TCN_energy, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2bc722440>]})"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_en.fit(\n",
    "    series=train_en_transformed,\n",
    "    past_covariates=day_series,\n",
    "    val_series=val_en_transformed,\n",
    "    val_past_covariates=day_series,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_en = TCNModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f04132bc93e24902b75abcd756d867a0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/69 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_en = model_en.historical_forecasts(\n",
    "    series=series_en_transformed,\n",
    "    past_covariates=day_series,\n",
    "    start=val_en_transformed.start_time(),\n",
    "    forecast_horizon=7,\n",
    "    stride=7,\n",
    "    last_points_only=False,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "backtest_en = concatenate(backtest_en)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2bc3c3970>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "val_en_transformed.plot(label=\"actual\")\n",
    "backtest_en.plot(label=\"backtest (H=7)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
